Splat Journal

Algorithmic imprints of disappearing spaces

Tag: ski tour

  • French Alps — Ghost artifacts on the ski trail

    French Alps — Ghost artifacts on the ski trail

    Field notes — Orcières Merlette, Hautes-Alpes, French Alps

    → English below


    Les skieurs qui avancent sur la piste créent des artefacts qui révèlent les limites de ce que l’algorithme peut reconstruire à partir d’éléments en mouvement dans le dataset. Capture réalisée à ski, caméra sur perche balancée de gauche à droite, un geste pour élargir le point de vue. Ce mouvement pendulaire introduit une variation latérale dans le dataset, mais aussi une instabilité propre au dispositif : flou de mouvement, changements d’angle rapides, reconstruction partielle des alentours.

    Ghost-like traces in the reconstructed scene. Skiers moving ahead on the trail create artifacts that reveal the limits of what the algorithm can reconstruct from moving elements in the dataset. Single-path capture on skis, camera swung left to right on a pole, a gesture to broaden the viewpoint. This pendular motion introduces lateral variation into the dataset, but also instability inherent to the device: motion blur, rapid angle changes, partial reconstruction of the surroundings.


    1 — Interactive 3D viewer

    Gaussian Splatting — navigable scene (SuperSplat viewer)


    2 — Training timelapse

    Gaussian Splatting training — 48k iterations (PostShot, × 20 timelapse)


    3 — Traveling through the reconstructed scene

    Traveling through the reconstructed environment — Unreal Engine, XV3DGS plugin


    Training

    Method: Gaussian Splatting (PostShot)
    Images: 962
    Splats: 1.6M
    Iterations: 48k
    Alignment: RealityCapture — 898 aligned images

    Processing

    Post-clean: none

    Capture

    Camera: Insta360 X4
    Projection: equirectangular
    Capture duration: 2:00 min
    Location: Orcières Merlette, Hautes-Alpes, French Alps — outdoor / ski resort


    4 — 360° capture excerpt

    Source footage — Insta360 X4, equirectangular projection, swing motion, 2:00 min


    5 — Scene captures

    Ghost artifacts — skiers ahead on the trail | viewpoint-dependent reconstruction
    Distant valley — reconstruction instability | out of focus
    Radiance field frontier — lateral view
    Radiance field — top view, abstract capture

    Part of an ongoing research on reconstruction instabilities and viewpoint-dependent artifacts in Gaussian Splatting.

    Nicolas Mimault, Bagnolet / Paris · nmimault@gmail.com